The air conditioning hummed, but Sarah was sweating. She felt a tightness in her chest, a pressure that made it difficult to breathe. The party supplies, piled in the corner of her living room, seemed to loom over her, symbols of a happiness she no longer felt certain she could attain. Liam's invitation was taped on the fridge.

She re-read the date. The same as hers. She felt a strange buzzing in her ears. He knew. Of course he knew. She had to sit down.

She sank into the sofa, the cushions doing little to comfort her. Her carefully constructed plans, her hopes for the day, felt flimsy, insubstantial. Like they were about to be swept away.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

This story is one of 1,000 stories generated for the emotion shaken. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 shaken stories, after denoising with neutral dialogue baselines, produces the shaken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shaken vector is projected through the unembedding matrix.

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290